{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "f4e72e53-0b5e-46cd-b251-d99695ccfbea",
   "metadata": {},
   "source": [
    "# <span style=\"color: #2664EA;\">仪表盘图</span>\r\n",
    "#### 数据来源于筛选好的订单文件中衬衫一年的订单数量，具体如下：\r\n",
    "**2024年10月-2025年10月衬衫订单月度销量统计：**\r\n",
    "=========================================\r\n",
    "| 年月    | 订单数量 | 总销量 |\r\n",
    "|---------|----------|--------|\r\n",
    "| 2024-10 | 1        | 2      |\r\n",
    "| 2024-11 | 5        | 11     |\r\n",
    "| 2024-12 | 14       | 44     |\r\n",
    "| 2025-01 | 10       | 26     |\r\n",
    "| 2025-02 | 14       | 40     |\r\n",
    "| 2025-03 | 10       | 26     |\r\n",
    "| 2025-04 | 12       | 41     |\r\n",
    "| 2025-05 | 12       | 34     |\r\n",
    "| 2025-06 | 13       | 38     |\r\n",
    "| 2025-07 | 12       | 40     |\r\n",
    "| 2025-08 | 16       | 44     |\r\n",
    "| 2025-09 | 6        | 20     |\r\n",
    "| 2025-10 | 4        | 14     |5-10     4   14"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "725b222b-8225-4d6d-8ffe-8ae0e8f7834f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x1400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 第一步：准备数据\n",
    "data = {\n",
    "    '年月': ['2024-10', '2024-11', '2024-12', '2025-01', '2025-02', '2025-03', '2025-04', '2025-05', '2025-06', '2025-07', '2025-08', '2025-09', '2025-10'],\n",
    "    '订单数量': [1, 5, 14, 10, 14, 10, 12, 12, 13, 12, 16, 6, 4],\n",
    "    '总销量': [2, 11, 44, 26, 40, 26, 41, 34, 38, 40, 44, 20, 14]\n",
    "}\n",
    "monthly_sales_full = pd.DataFrame(data)\n",
    "\n",
    "# 计算订单占比（当月订单数/总订单数）\n",
    "total_orders = monthly_sales_full['订单数量'].sum()\n",
    "monthly_sales_full['订单占比(%)'] = round(monthly_sales_full['订单数量'] / total_orders * 100, 1)\n",
    "\n",
    "# 第二步：绘制图表\n",
    "plt.figure(figsize=(14, 8), facecolor=\"#0a0a23\")  # 加宽画布，让横轴更舒展\n",
    "plt.rcParams[\"font.sans-serif\"] = [\"SimHei\", \"Microsoft YaHei\", \"Arial Unicode MS\"]\n",
    "plt.rcParams[\"axes.unicode_minus\"] = False  # 解决负号显示问题\n",
    "\n",
    "# 双坐标轴设置\n",
    "ax1 = plt.gca()  # 左轴：订单数量（柱形）\n",
    "ax2 = ax1.twinx()  # 右轴：订单占比（折线）\n",
    "\n",
    "# 绘制柱形图（订单数量）\n",
    "x = np.arange(len(monthly_sales_full['年月']))\n",
    "bar_width = 0.6  # 加宽柱形，更美观\n",
    "bars = ax1.bar(\n",
    "    x, \n",
    "    monthly_sales_full['订单数量'], \n",
    "    width=bar_width, \n",
    "    color=\"#0066cc\", \n",
    "    edgecolor=\"white\",\n",
    "    linewidth=1.5,\n",
    "    label='订单数量'\n",
    ")\n",
    "\n",
    "# 绘制折线图（订单占比）\n",
    "line = ax2.plot(\n",
    "    x, \n",
    "    monthly_sales_full['订单占比(%)'], \n",
    "    color=\"#ff6666\", \n",
    "    marker='o', \n",
    "    markersize=9,\n",
    "    linewidth=3,\n",
    "    markerfacecolor=\"yellow\",  # 标记点填充色\n",
    "    markeredgecolor=\"white\",   # 标记点边框色\n",
    "    label='订单占比(%)'\n",
    ")\n",
    "\n",
    "# ===================== 核心优化：调整坐标轴，让折线远离柱形 =====================\n",
    "# 左轴（订单数量）：设置刻度上限，留出折线空间\n",
    "ax1.set_ylim(0, max(monthly_sales_full['订单数量']) * 1.2)  \n",
    "# 右轴（订单占比）：设置刻度范围，让折线整体在柱形上方\n",
    "ax2.set_ylim(0, max(monthly_sales_full['订单占比(%)']) * 1.3)  \n",
    "\n",
    "# ===================== 添加数值标签 =====================\n",
    "# 1. 柱形图标签（订单数量）\n",
    "for bar in bars:\n",
    "    height = bar.get_height()\n",
    "    ax1.text(\n",
    "        bar.get_x() + bar.get_width() / 2,  # 标签x坐标：柱形中心\n",
    "        height + 0.2,                       # 标签y坐标：柱形顶部+偏移\n",
    "        f'{int(height)}',                   # 显示整数\n",
    "        ha='center', va='bottom', \n",
    "        color='white', fontsize=10, fontweight='bold'\n",
    "    )\n",
    "\n",
    "# 2. 折线图标签（订单占比）\n",
    "for i, val in enumerate(monthly_sales_full['订单占比(%)']):\n",
    "    ax2.text(\n",
    "        x[i], \n",
    "        val + 0.5,  # 标签y坐标：折线点+偏移\n",
    "        f'{val}%',  # 显示百分比\n",
    "        ha='center', va='bottom', \n",
    "        color='#ff6666', fontsize=10, fontweight='bold',\n",
    "        bbox=dict(boxstyle='round,pad=0.2', facecolor='black', alpha=0.7)  # 标签背景框，更醒目\n",
    "    )\n",
    "\n",
    "# ===================== 横轴与坐标轴样式优化 =====================\n",
    "# 横轴时间点：水平显示，避免旋转\n",
    "ax1.set_xticks(x)\n",
    "ax1.set_xticklabels(monthly_sales_full['年月'], color='white', fontsize=11, ha='center')\n",
    "# 左轴标签\n",
    "ax1.set_ylabel('订单数量', color='white', fontsize=14, fontweight='bold')\n",
    "ax1.tick_params(axis='y', colors='white', labelsize=10)\n",
    "# 右轴标签\n",
    "ax2.set_ylabel('订单占比(%)', color='#ff6666', fontsize=14, fontweight='bold')\n",
    "ax2.tick_params(axis='y', colors='#ff6666', labelsize=10)\n",
    "# 隐藏顶部和右侧边框\n",
    "ax1.spines['top'].set_visible(False)\n",
    "ax2.spines['top'].set_visible(False)\n",
    "\n",
    "# ===================== 标题与图例 =====================\n",
    "plt.title(\n",
    "    '2024年10月-2025年10月衬衫订单数量及占比分析', \n",
    "    color='white', fontsize=20, fontweight='bold', pad=25\n",
    ")\n",
    "# 合并图例，位置更美观\n",
    "lines1, labels1 = ax1.get_legend_handles_labels()\n",
    "lines2, labels2 = ax2.get_legend_handles_labels()\n",
    "ax1.legend(lines1 + lines2, labels1 + labels2, loc='upper left', frameon=True, facecolor='#333333', labelcolor='white')\n",
    "\n",
    "# 底部说明文字\n",
    "plt.figtext(\n",
    "    0.5, 0.02, \n",
    "    '注：数据来源于ERP订单文件 | 订单占比=当月订单数/总订单数（总订单数：{}）'.format(total_orders),\n",
    "    ha='center', color='lightgray', fontsize=11\n",
    ")\n",
    "\n",
    "# 调整布局，避免标签被裁剪\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d8bb2b43-9892-4930-a808-41f22a3d613c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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